ChiranjeevSingh I have gone through your article and related links you shared for this Topic: Correlation to Causation.
I do understand that X causes Y is a generic claim that's why the use of present tense. And X didn't cause Y is a specific or particular claim that's why the use of past tense.
Earlier when I agreed with this exact question, there I was implicitly reading your statement as "X doesn't cause Y" contradicts with "X causes Y". Which is true indeed just like how "A is true" contradicts with "A is false"
Now I see that “X didn’t cause Y” is actually talking about a particular past event, which does not necessarily contradict the generic claim “X causes Y.”
E.g. Smoking causes cancer. But now someone tells me "Smoking didn't cause cancer" (It means for a specific case it didn't happen but that doesn't mean it will never cause cancer hence it doesn't necessarily contradicts the main argument "X causes Y")
Also applicable in this e.g. "A was false" does not necessarily contradict with "A is true".
Now, am I am becoming more confused

or more enlightened

?
ChiranjeevSingh
Sure. Let's go step by step.
Do you agree that "X causes Y" and "X didn't cause Y" contradict each other?